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Brain-inspired neural networks: neuromorphic devices and their practical applications. 脑启发神经网络:神经形态装置及其实际应用。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-17 DOI: 10.1088/1361-6528/ae1840
Yanrong Wang, Tao Yan, Shuhui Li, Yuchen Cai, Pengyu Zhang, Mingyang Cao, Feng Wang, Xueying Zhan, Zhenxing Wang

Neuromorphic devices are revolutionizing the field of artificial intelligence (AI) by emulating the neural structure and computational efficiency of the human brain. These devices offer a new computing paradigm that integrates processing and memory, sidestepping the constraints of traditional von Neumann architecture. With capabilities like synaptic plasticity and energy efficiency, neuromorphic devices hold the promise of transforming AI systems into more powerful, adaptive, and efficient platforms. This review focuses on the advanced materials and their applications in neuromorphic devices, such as memristors, ferroelectrics, phase change materials and ionic conductor are at the forefront, enabling the simulation of synaptic weights and the potential for hardware-implemented neural networks. Despite challenges in device uniformity and system-level integration, continuous research and development are pushing the boundaries, aiming to fully realize the potential of neuromorphic computing hardwares.

神经形态设备通过模拟人类大脑的神经结构和计算效率,正在彻底改变人工智能领域。这些设备提供了一种新的计算范式,将处理和存储集成在一起,避开了传统冯·诺伊曼架构的限制。神经形态设备具有突触可塑性和能量效率等能力,有望将人工智能系统转变为更强大、更自适应、更高效的平台。本文综述了记忆电阻器、铁电体、相变材料和离子导体等先进材料及其在神经形态器件中的应用,使突触权重的模拟和硬件实现神经网络的潜力成为可能。尽管在设备统一性和系统级集成方面存在挑战,但持续的研究和开发正在推动边界,旨在充分实现神经形态计算硬件的潜力。 。
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引用次数: 0
Efficient MAPbI3and FA based mixed perovskite solar cells with a linear or a carbon ring based antisolvent. 基于线性或碳环抗溶剂的高效MAPbI3和FA混合钙钛矿太阳能电池。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-14 DOI: 10.1088/1361-6528/ae1b0d
Anjali Chandel, Jia-Ren Wu, Po-Wen Tang, Sheng Hsiung Chang

Material properties of the high-quality MAPbI3(FAPbI3) based thin films were optimized using a linear ether (diethyl ether (DE)) and an aromatic hydrocarbon (chlorobenzene (CB)) as antisolvents in order to understand the photovoltaic performance of resultant solar cells. We found that the miscible and immiscible antisolvents influenced the nucleation kinetics and crystal growth of the perovskite thin films, thereby determining the photovoltaic responses. The photovoltaic responses of the MAPbI3and FAPbI3based solar cells are better when the miscible CB and immiscible DE are used as the antisolvent, respectively. It is noted that a high power conversion efficiency of 20.8% can be achieved in the FA based mixed perovskite solar cells fabricated with the immiscible DE. The findings from this study should assist in establishing reproducible fabrication processes for various perovskite-related solar cells.

利用线性有机(碳环)反溶剂对高质量MAPbI3 (FAPbI3)薄膜的材料性能进行了优化,以了解所得太阳能电池的光伏性能。我们发现,混溶和非混溶反溶剂影响钙钛矿薄膜的成核动力学和晶体生长,从而决定光伏响应。以混相氯苯和非混相乙醚(DE)作为抗溶剂时,MAPbI3和FAPbI3基太阳能电池的光伏响应效果较好。研究发现,用不混相DE制备的FA基混合钙钛矿太阳能电池的功率转换效率可达20.8%。本研究结果将有助于建立各种钙钛矿相关太阳能电池的可重复性制造工艺。
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引用次数: 0
SnO2based nanostructures for gas sensor application: a review. sno2基纳米结构在气体传感器中的应用综述
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-14 DOI: 10.1088/1361-6528/ae1b0c
Goda Vasantharao, Jay Chandra Dhar

In recent years, atmospheric pollution has been increasing day by day due to the rapid growth of industrialization, urbanization and motor vehicles. As a result, a large number of pollutants containing harmful and toxic gases like NO2, NH3, H2, H2S and C3H6O etc. are being released into the environment. This detrimental increase can cause adverse effects on human life, necessitating monitoring and safety measures. Gas sensors play a crucial role in this regard by monitoring and alerting when pollutant levels exceed permissible limits. Metal oxide semiconductor (MOS) gas sensors have gained much popularity due to their good stability, tunable chemical properties, simple fabrication process and cost effectiveness. SnO2is the most widely used MOS material for detecting various toxic and hazardous gases, owing to its excellent physical and chemical properties, high reliability and short adsorption and desorption times. In this review, we elevated the role of SnO2in detecting various toxic and hazardous gases and highlighting different synthesis methods with various structural and morphological modifications are summarized. By reviewing the latest advancements, this paper proposes several future research directions for SnO2-based gas sensors.

近年来,由于工业化、城市化和机动车的快速发展,大气污染日益严重。因此,大量含有NO2、NH3、H2、H2S、c3h60等有害有毒气体的污染物被释放到环境中。这种有害的增加可能对人的生命造成不利影响,需要监测和安全措施。气体传感器在这方面发挥着至关重要的作用,当污染物水平超过允许的限度时进行监测和警报。金属氧化物半导体(MOS)气体传感器由于其良好的稳定性、可调的化学性质、简单的制造工艺和成本效益而受到广泛的欢迎。SnO2具有优异的物理化学性能、高可靠性和较短的吸附和解吸时间,是检测各种有毒有害气体应用最广泛的MOS材料。本文综述了SnO2在检测各种有毒有害气体中的作用,重点介绍了不同结构和形态修饰的合成方法。综述了近年来sno2基气体传感器的研究进展,提出了今后sno2基气体传感器的研究方向。
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引用次数: 0
Capillary-driven plastic deformation in silver nanowires: finite element analysis of size-dependent mechanics and contact behaviours. 银纳米线中毛细管驱动的塑性变形:尺寸相关力学和接触行为的有限元分析。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-14 DOI: 10.1088/1361-6528/ae1a91
Duc Thanh Chu, Hongseok Youn, Jinsung Rho

Capillary forces, arising from surface tension and wetting interactions, play a crucial role in nanoscale material behavior, particularly during solvent evaporation in nanowire-based systems. In this study, capillary-induced deformation in silver nanowires is analyzed through a simplified two-step finite element model using ANSYS Static. The effects of these forces during the film formation and moisture treatment stages are investigated for silver nanowires with diameters of 25 nm, 40 nm, and 100 nm. Results show that smaller-diameter nanowires experience significantly higher capillary pressures, leading to greater plastic deformation despite their greater mechanical strength. In contrast, larger wires exhibit lower effective pressure due to reduced capillary efficiency, although the total capillary force is higher. The model contact angle after the film formation step allows for accurate estimation of capillary pressure during the moisture treatment step, enabling the calculation of final strain and stress distributions. Nanometer gaps between wires, which influence cold welding and contact resistance, are also quantitatively analyzed.

毛细力是由表面张力和润湿相互作用引起的,在纳米尺度材料的行为中起着至关重要的作用,特别是在纳米线基系统的溶剂蒸发过程中。本研究利用ANSYS静态分析软件,通过简化的两步有限元模型,分析了银纳米线中毛细管引起的变形。对直径分别为25 nm、40 nm和100 nm的银纳米线,研究了这些作用力在成膜和水分处理阶段的影响。结果表明,尽管纳米线具有较高的机械强度,但直径越小的纳米线承受的毛细压力越大,导致的塑性变形越大。相比之下,由于毛细效率降低,较大的导线表现出较低的有效压力,尽管总毛细力更高。在成膜步骤后的模型接触角可以准确估计水分处理步骤中的毛细压力,从而计算最终的应变和应力分布。对影响冷焊和接触电阻的丝间纳米间隙进行了定量分析。
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引用次数: 0
Plant biomolecule-functionalized ultrasensitive silver nanoparticles for immediate sensing of mercury in wastewater. 植物生物分子功能化超灵敏银纳米颗粒用于废水中汞的即时传感。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-14 DOI: 10.1088/1361-6528/ae16b2
Aparna Prabha Devi, Pravat Manjari Mishra

This study explores a time-effective, cost-effective, one-pot eco-friendly synthesis method for plant biomolecule-functionalized silver nanoparticles (AgNPs) using aqueous leaf extract ofAverrhoa carambolaL. The polyphenolic compounds naturally present in the leaves act as reducing agents for Ag ions. This environmentally friendly approach eliminates the need of toxic chemicals, external reducing or stabilizing agents, complex instrumentation and specialized technical expertise for a safe, cost-effective and sustainable method for AgNP synthesis in 15 min. The as-synthesized nanoparticles were characterized by transmission electron microscopy, field-emission scanning electron microscopy, x-ray diffraction, and UV-Vis, Fourier transform infrared and Raman spectroscopy. It was observed that the nanoparticles are spherical in shape with an average diameter of 20 nm and have a highly stable zeta potential value of -28.3 mV. The phytochemicals present in the leaf extract were identified by gas chromatography coupled with mass spectrometry. The yellow colloidal AgNP solution with a surface plasmon resonance peak at 416 nm immediately turns to colorless after adding Hg2+salt solution over other metal ions. Additionally, the effect of Hg2+concentration on AgNP absorption intensity was observed and the limit of detection of mercury was found to be 2.6µM. Therefore, the proposed green route for biomolecule-functionalized AgNPs can be used for rapid detection of hazardous Hg2+even at trace concentration in wastewater.

本研究探索了一种高效、经济、一锅、环保的植物生物分子功能化银纳米粒子(AgNPs)的合成方法,该方法利用杨桃叶水提物制备植物生物分子功能化银纳米粒子,其叶中天然存在的多酚类化合物作为银离子的还原剂。这种环境友好的方法消除了对有毒化学品、外部还原剂或稳定剂、复杂仪器和专业技术知识的需求,在15分钟内实现了一种安全、经济、可持续的AgNP合成方法。采用TEM、FESEM、XRD、UV-Vis、FTIR、拉曼光谱对合成的纳米颗粒进行了表征。结果表明,纳米颗粒呈球形,平均直径为20 nm,具有很高的稳定性,zeta电位值为-28.3 mV。从GCMS光谱中列出了叶提取物中存在的植物化学物质。在其他金属离子上加入Hg+2盐溶液后,SPR峰在416nm处的黄色胶体AgNP溶液立即变为无色。此外,还观察了Hg+2浓度对AgNP吸收强度的影响,发现汞的LOD为2.6µM。因此,提出的生物分子功能化AgNPs的绿色路线可用于快速检测废水中有害的Hg2+,即使是在一分钟浓度下。
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引用次数: 0
Superhydrophobic aluminum with hierarchical micro-nano structured surface for high-efficiency condensation. 具有分层微纳结构表面的超疏水铝,用于高效冷凝。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-14 DOI: 10.1088/1361-6528/ae1594
Xiaoman Li, Hongrong Wu, Ning Wei, Guodong Li, Yue Yu, Na Li, Junhua Zhao

Aluminum sheets are widely used as fins in condensers because of their high thermal conductivity, tractability and affordability. However, the heat transfer efficiency of the aluminum fins was encumbered by the hydrophilicity of the surface where filmwise condensation tends to occur. This work demonstrates the fabrication of a superhydrophobic aluminum surface based on a micro-nano structured hierarchical design using electrochemical wire machining and surface modification technique. By optimizing the applied voltage and the scanning speed of the tool electrode, a superhydrophobic aluminum surface was obtained with a maximum contact angle of 157.2° and a minimum sliding angle of 2.3°. The superhydrophobic aluminum surface demonstrates a dropwise condensation, exhibiting a heat transfer coefficient of 38.2 kW (m2· K)-1, which is 2.7 times higher than that of the original aluminum sheet. Moreover, the superhydrophobic aluminum surface shows outstanding delayed icing performance, which delays the icing time by 1.9 times compared to the original aluminum sheet under identical conditions. In addition to its superior performance, the proposed electrochemical wire machining method offers significant advantages, including environmental friendliness, mild processing conditions, high efficiency and cost-effectiveness. This work provides a new option for the scalable fabrication of superhydrophobic aluminum fins for high efficiency condensation.

铝板由于其高导热性、可追溯性和可负担性而被广泛用作冷凝器的散热片。然而,铝翅片的传热效率受到表面亲水性的影响,而表面容易发生膜状冷凝。本研究展示了利用电化学线材加工和表面改性技术,基于微纳结构分层设计的超疏水铝表面的制备。通过优化施加电压和工具电极的扫描速度,获得了最大接触角为157.2°、最小滑动角为2.3°的超疏水铝表面。超疏水铝表面呈现水滴凝结现象,传热系数为38.2 kW (m2·K)-1,是原铝板的2.7倍。此外,超疏水铝表面表现出优异的延迟结冰性能,在相同条件下,其结冰时间比原铝板延迟1.9倍。除了具有优越的性能外,所提出的电化学线材加工方法还具有环境友好、加工条件温和、效率高、成本效益高等显著优势。这项工作为高效冷凝超疏水铝翅片的规模化制造提供了一种新的选择。
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引用次数: 0
Prediction of single event effects in SiC MOSFET devices based on deep learning. 基于深度学习的SiC MOSFET器件单事件效应预测。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-13 DOI: 10.1088/1361-6528/ae1a8f
Yixian Guo, Yingqi Chen, Xiaozhi Du, Shuhuan Liu, Qian Wang

Single event effects (SEE) are a critical reliability concern for Silicon carbide (SiC) MOSFETs, particularly in aerospace applications. While traditional Technology computer-aided design (TCAD) simulations offer accurate SEE prediction, they are computationally intensive and require specialized knowledge. This paper proposes a novel data-driven prediction method with SRIM-TCAD integrated modeling. First, a dataset of 52,920 SEE events in SiC MOSFETs is constructed, considering diverse environment temperatures, heavy ion energies, drain bias voltages, incidence angles, incidence positions, and incidence locations. Then, two different deep learning models are adopted: one to predict the drain transient current pea (I0) and total collected charge (Q0), and another to predict the drain transient current pulse. Residual deep neural network (RDNN) is used for predicting theI0andQ0. Convolutional Neural Network-Gated Recurrent Unit (CNN-GRU) is applied for the drain transient current pulse. A symmetric log-reciprocal data scaling technique is proposed and applied during preprocessing for both models. Experimental results show that the RDNN achieved anR2of 0.99864 forI0andQ0prediction, while the CNN-GRU model predicted the drain transient current pulse with anR2of 0.99783. These models provide a prediction speed-up of approximately five to six orders of magnitude compared to TCAD simulations. The proposed method demonstrates high accuracy and significant computational cost reduction, offering an alternative for SEE prediction in SiC MOSFETs and potentially other semiconductor devices.

单事件效应(SEE)是碳化硅(SiC) mosfet的关键可靠性问题,特别是在航空航天应用中。虽然传统的TCAD模拟为SEE提供了准确性,但它们是计算密集型的,需要专业知识。提出了一种基于SRIM-TCAD集成建模的数据驱动预测方法。首先,考虑不同的环境温度、重离子能量、漏极偏置电压、入射角、入射位置和入射位置,构建了SiC mosfet中52,920个SEE事件的数据集。然后采用两种不同的深度学习模型分别预测漏极暂态电流峰值(I0)和总电荷(Q0),以及漏极暂态电流脉冲。残差深度神经网络(RDNN)用于预测i0和Q0。将卷积神经网络门控循环单元(CNN-GRU)应用于漏极瞬态电流脉冲。提出了一种对称对数倒数数据缩放技术,并应用于两种模型的预处理。实验结果表明,RDNN对i0和q0的预测r2为0.99864,而CNN-GRU模型对漏极瞬态电流脉冲的预测r2为0.99783。与TCAD模拟相比,这些模型提供了大约5到6个数量级的预测速度。该方法具有较高的精度和显著的计算成本降低,为SiC mosfet和其他半导体器件的SEE预测提供了一种替代方法。
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引用次数: 0
Two-dimensional rotational manipulation of nanoparticles on lipid bilayers with an optical vortex beam. 光学涡旋光束在脂质双层上的二维旋转操纵纳米颗粒。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1088/1361-6528/ae1e85
Yasushi Tanimoto, Shunya Moriyama, Kyoko Masui, Kentaro Doi, Chie Hosokawa

Optical trapping is a non-invasive technique for manipulating nano- and microscopic objects and is widely used to investigate biological processes, such as membrane viscosity, membrane-cytoskeleton interactions, and the regulation of cellular functions. Optical vortex beams can maintain orbital angular momentum (OAM) and have recently been used for optical manipulation. When nanoparticles in aqueous solutions are rotated at the laser focus owing to the optical forces derived from the optical vortex beam, their subsequent motion is governed by the OAM. The dynamics of nanoparticles attached to the biological membrane may be further affected by the viscoelasticity of the membrane and hydrodynamic coupling; however, it is unclear whether such rotational motion on lipid bilayers can be controlled. In this study, we applied an optical vortex beam to the two-dimensional rotational manipulation of fluorescent nanoparticles attached to a supporting lipid bilayer (SLB) and investigated their rotational behavior. We revealed that the single nanoparticles attached to the SLB rotated more slowly than those in an aqueous solution, but their orbital motion was still clearly driven by the OAM of the beam. The orbital radius of rotation was tuned according to the magnitude of the topological charge, and an angle velocity that changed linearly in proportion to both the laser power and nanoparticle diffusion coefficient was identified, which was consistent with theoretical calculations. These results suggest that optical vortex beams can manipulate nanoparticles attached to SLB with controllable rotational dynamics. Such rotational manipulation of nanoparticles on lipid bilayers can provide a platform for studying the effects of nanoparticle rotation on the local organization of membrane components and can be useful for developing methods to regulate their dynamic properties.

光捕获是一种非侵入性技术,用于操纵纳米和微观物体,广泛用于研究生物过程,如膜粘度,膜-细胞骨架相互作用和细胞功能调节。光学涡旋光束可以保持轨道角动量(OAM),最近被用于光学操作。当水溶液中的纳米粒子在激光焦点处由于光涡旋光束产生的光力而旋转时,它们的后续运动受OAM控制。纳米颗粒附着在生物膜上的动力学可能进一步受到膜的粘弹性和水动力耦合的影响;然而,脂质双分子层上的这种旋转运动是否可以控制尚不清楚。在这项研究中,我们应用光学涡旋光束对附着在支持脂质双分子层(SLB)上的荧光纳米粒子进行二维旋转操作,并研究了它们的旋转行为。我们发现附着在SLB上的单个纳米粒子的旋转速度比水溶液中的纳米粒子要慢,但它们的轨道运动仍然明显受到光束的OAM驱动。根据拓扑电荷的大小调整轨道旋转半径,确定角速度与激光功率和纳米粒子扩散系数成线性关系,与理论计算一致。这些结果表明,光学涡旋光束可以以可控的旋转动力学操纵附着在SLB上的纳米颗粒。纳米颗粒在脂质双层上的旋转操作可以为研究纳米颗粒旋转对膜组分局部组织的影响提供一个平台,并可用于开发调节其动态特性的方法。
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引用次数: 0
Ultra-low-energy skyrmion-based learning automata element for adaptive edge intelligence. 自适应边缘智能的超低能量skyrmim学习自动机单元。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1088/1361-6528/ae1a90
Kishore C, Santhosh Sivasubramani, Sarwath Sara C, Arabinda Haldar, Chandrasekhar Murapaka, Rishad Shafik, Amit Acharyya

Magnetic skyrmions are nanoscale, topologically protected spin textures that offer exceptional stability, non-volatility, and ultra-low energy manipulation, making them attractive candidates for next-generation computing devices. Their controllable motion in ferromagnet/heavy-metal bilayers enables robust binary state encoding, opening opportunities for energy-efficient decision-making hardware. As adaptive decision-making models, learning automata can benefit from device-level integration, enabling direct in-memory learning with minimal power consumption. This work implements a skyrmion-based learning automata element that maps finite-state transitions to skyrmion motion along nanoscale tracks. The skyrmion's lateral position represents each automaton state ('include' or 'exclude'), and transitions are driven by spin-orbit torque under optimized current densities. This element is demonstrated within the framework of a Tsetlin Machine, providing a hardware-efficient and interpretable logic-learning mechanism. Micromagnetic simulations in MuMax3, utilizing a Co/Pt bilayer, confirm the stable nucleation, motion, and detection of skyrmions. The proposed design achieves 4.86 aJ per state update, representing 99% energy reduction over comparable non-volatile memory-based automata, with a 5ns transition time. This work establishes a scalable and reconfigurable device-level building block for energy-efficient, edge-oriented machine intelligence.

磁性skyrmions是纳米级的、拓扑保护的自旋纹理,具有卓越的稳定性、非挥发性和超低能量操作,使其成为下一代计算设备的有吸引力的候选者。它们在铁磁体/重金属双层中的可控运动实现了稳健的二进制状态编码,为节能决策硬件提供了机会。作为自适应决策模型,学习自动机可以从设备级集成中受益,以最小的功耗实现直接内存学习。这项工作实现了一个基于skyrmion的学习自动机元素,该元素将有限状态转换映射到沿着纳米尺度轨道的skyrmion运动。skyrmion的横向位置表示每个自动机状态(“包括”或“排除”),并且转换由优化电流密度下的自旋-轨道扭矩驱动。该元素在Tsetlin Machine的框架中进行了演示,提供了一种硬件效率高且可解释的逻辑学习机制。在MuMax3中使用Co/Pt双层进行微磁模拟,证实了稳定的粒子成核、运动和检测。所提出的设计每次状态更新达到4.86 aJ,比基于非易失性存储器的自动机减少了99%的能量,转换时间为5ns。这项工作为节能、边缘导向的机器智能建立了一个可扩展和可重构的设备级构建块。
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引用次数: 0
Review of quasi-2D CaF2materials: from synthesis and properties to device applications and future outlooks. 准二维CaF₂材料综述:从合成和性能到器件应用和未来展望。
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1088/1361-6528/ae19f0
Chuanqi Tang, Feifan Xu, Hao Liu, Zhihan Jin, Tianci Huang, Chee Leong Tan, Yi Shi, Shancheng Yan

The distinctive physical and chemical characteristics of calcium fluoride (CaF2), including its cubic crystal structure, wide spectral transmittance, low refractive index, low dispersion, and high chemical stability, make it an essential component in the development of fluorine resources and exhibit indispensable key application values in a variety of industries, including semiconductor, optical, and medical. Systematic summaries of CaF2's preparation techniques, characteristics, and devices are still lacking in the academic community, though. The CaF2summary is the main topic of this paper. It first explains in detail how CaF2thin films, nano-calcium fluoride, and doped CaF2are prepared. Additionally, a thorough overview of the application accomplishments of the four categories of electronic devices-energy and metallurgy, biomedicine, and environmental protection-as well as their classifications and combinations available. Finally, it conducts a forward-looking analysis of the future application scenarios and potential challenges of CaF2, aiming to provide references and impetus for promoting subsequent research on CaF2, CaF2.

氟化钙(CaF₂)的立方晶体结构、宽光谱透过率、低折射率、低色散、高化学稳定性等独特的物理化学特性,使其成为氟资源开发的重要组成部分,在半导体、光学、医疗等多个行业具有不可或缺的关键应用价值。但是,学界还没有对CaF₂的制备技术、特性、装置等进行系统的总结。CaF 2总结是本文的主要主题。首先详细介绍了CaF₂薄膜、纳米氟化钙和掺杂CaF₂的制备方法。此外,对能源与冶金、生物医药、环境保护四大类电子器件的应用成果及其分类和组合进行了全面概述。最后,对CaF₂的未来应用场景和潜在挑战进行前瞻性分析,旨在为推动后续的CaF₂研究提供参考和动力。
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引用次数: 0
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